{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3D Tracking Competition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To help make it easier for you to participate in our 3D Tracking challenge, we provide an example notebook for the task"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A simple baseline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will give an example of a very simple baseline based on clustering and simple heurstics. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we will load up our tracking loader and map object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "import numpy as np\n",
    "\n",
    "import argoverse\n",
    "from argoverse.data_loading.argoverse_tracking_loader import ArgoverseTrackingLoader\n",
    "\n",
    "from argoverse.map_representation.map_api import ArgoverseMap\n",
    "\n",
    "#path to argoverse tracking dataset test set, we will add our predicted labels into per_sweep_annotations_amodal/ \n",
    "#inside this folder\n",
    "data_dir = '/Users/psangkloy/Downloads/argoverse-tracking-1.1/test/'\n",
    "\n",
    "argoverse_loader = ArgoverseTrackingLoader(data_dir)\n",
    "\n",
    "am = ArgoverseMap()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will load up some example scene, including lidar point clouds for this particular scene."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "#example scene\n",
    "argoverse_data = argoverse_loader.get('9407efb5-5a87-30a9-b5f7-b517242f5a37')\n",
    "\n",
    "#load up info\n",
    "idx = 0\n",
    "lidar_pts = argoverse_data.get_lidar(idx)\n",
    "city_to_egovehicle_se3 = argoverse_data.get_pose(idx)\n",
    "city_name = argoverse_data.city_name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we do anything else, we should first remove points that lie outside of region of interest (ROI). Additionally, we will also remove points that belong to the ground surface. Now the remaining points should be a lot more likely to be an object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "roi_area_pts = copy.deepcopy(lidar_pts)\n",
    "roi_area_pts = city_to_egovehicle_se3.transform_point_cloud(\n",
    "    roi_area_pts\n",
    ")  # put into city coords\n",
    "roi_area_pts = am.remove_non_roi_points(roi_area_pts, city_name)\n",
    "roi_area_pts = am.remove_ground_surface(roi_area_pts, city_name)\n",
    "roi_area_pts = city_to_egovehicle_se3.inverse_transform_point_cloud(\n",
    "    roi_area_pts\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also further separate the points that are inside driveable area vs points that are outside driveable area (but still within our region of interest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "driveable_area_pts = copy.deepcopy(roi_area_pts)\n",
    "driveable_area_pts = city_to_egovehicle_se3.transform_point_cloud(\n",
    "    driveable_area_pts\n",
    ")  # put into city coords\n",
    "driveable_area_pts = am.remove_non_driveable_area_points(driveable_area_pts, city_name)\n",
    "driveable_area_pts = city_to_egovehicle_se3.inverse_transform_point_cloud(\n",
    "    driveable_area_pts\n",
    ")\n",
    "\n",
    "roi_area_pts_hashable = map(tuple,roi_area_pts)\n",
    "driveable_area_pts_hashable = map(tuple,driveable_area_pts)\n",
    "non_driveable_area_pts = np.array(list(set(roi_area_pts_hashable) - set(driveable_area_pts_hashable)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we can perform clustering on the 3D points. Here we use DBSCAN from sklearn. We can filter out clusters that are likely to be our target with some simple heuristics.  For example, a car should not be higher than 2 meters, and car length should be between 3-7 meters. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import argoverse.visualization.visualization_utils as viz_util\n",
    "from argoverse.evaluation.competition_util import get_polygon_from_points, poly_to_label\n",
    "\n",
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "clustering_car = DBSCAN(eps=0.7, min_samples=15, leaf_size=15).fit(driveable_area_pts)\n",
    "clustering_people = DBSCAN(eps=1, min_samples=5, leaf_size=15).fit(non_driveable_area_pts)\n",
    "\n",
    "core_samples_mask_car = np.zeros_like(clustering_car.labels_, dtype=bool)\n",
    "core_samples_mask_car[clustering_car.core_sample_indices_] = True\n",
    "labels_car = clustering_car.labels_\n",
    "\n",
    "core_samples_mask_people = np.zeros_like(clustering_people.labels_, dtype=bool)\n",
    "core_samples_mask_people[clustering_people.core_sample_indices_] = True\n",
    "labels_people = clustering_people.labels_\n",
    "\n",
    "\n",
    "point_size = 0.3\n",
    "\n",
    "fig = plt.figure(figsize=[15,8])\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "unique_labels_car = set(labels_car)\n",
    "colors = [np.random.rand(3,) for i in np.linspace(0, 1, len(unique_labels_car))]\n",
    "for k, col in zip(unique_labels_car, colors):\n",
    "    if k == -1:\n",
    "        # Black used for noise.\n",
    "        col = [0, 0, 0, 1]\n",
    "    class_member_mask_car = (labels_car == k)\n",
    "    xyz = driveable_area_pts[class_member_mask_car & core_samples_mask_car]\n",
    "    if len(xyz) > 20:\n",
    "        poly = get_polygon_from_points(xyz)\n",
    "        label = poly_to_label(poly)\n",
    "        if label.length < 7 and label.length > 1 and label.height < 2.5:\n",
    "            ax.scatter(xyz[:, 0], xyz[:, 1], xyz[:, 2], c=[col], marker=\".\", s=point_size)\n",
    "            viz_util.draw_box(ax, label.as_3d_bbox().T, axes=[0, 1, 2], color=col)\n",
    "        else:\n",
    "            ax.scatter(xyz[:, 0], xyz[:, 1], xyz[:, 2], c=[[1,1,1,1]], marker=\".\", s=0.01)\n",
    "            \n",
    "\n",
    "unique_labels_people = set(labels_people)\n",
    "colors = [np.random.rand(3,) for i in np.linspace(0, 1, len(unique_labels_people))]\n",
    "for k, col in zip(unique_labels_people, colors):\n",
    "    if k == -1:\n",
    "        # Black used for noise.\n",
    "        col = [0, 0, 0, 1]\n",
    "    class_member_mask_people = (labels_people == k)\n",
    "    xyz = non_driveable_area_pts[class_member_mask_people & core_samples_mask_people]\n",
    "    if len(xyz) > 10:\n",
    "        poly = get_polygon_from_points(xyz)\n",
    "        label = poly_to_label(poly)\n",
    "        if label.width < 1 and label.length < 1 and label.height > 1 and label.height < 2.5:\n",
    "            ax.scatter(xyz[:, 0], xyz[:, 1], xyz[:, 2], c=[col], marker=\".\", s=point_size)\n",
    "            viz_util.draw_box(ax, label.as_3d_bbox().T, axes=[0, 1, 2], color=col)\n",
    "        else:\n",
    "            ax.scatter(xyz[:, 0], xyz[:, 1], xyz[:, 2], c=[[1,1,1,1]], marker=\".\", s=0.01)\n",
    "\n",
    "ax.set_xlim3d([-10, 10])\n",
    "ax.set_ylim3d([-10, 10])\n",
    "ax.set_zlim3d([-3, 10])\n",
    "\n",
    "ax.set_facecolor((0, 0, 0))\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have the the positions of likely objects in this particular frame.  For tracking, however, we need their locations in all future frames.  In this tutorial we will use a naive tracking-by-detection approach.  We will detect objects in each frame separately and then attempt to associate them into tracks.  Here we make the simplifying assumption that all objects are static in the AV frame."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So let's make a simple tracking function that will save the results to the labels folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "from argoverse.evaluation.competition_util import get_polygon_from_points, poly_to_label, save_label, get_objects, transform_xyz\n",
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "def tracking(argoverse_data):\n",
    "    \n",
    "    num_frames = argoverse_data.num_lidar_frame\n",
    "\n",
    "    lidar_pts = argoverse_data.get_lidar(0)\n",
    "    city_to_egovehicle_se3 = argoverse_data.get_pose(0)\n",
    "    city_name = argoverse_data.city_name\n",
    "\n",
    "    roi_area_pts = copy.deepcopy(lidar_pts)\n",
    "    roi_area_pts = city_to_egovehicle_se3.transform_point_cloud(\n",
    "        roi_area_pts\n",
    "    )  # put into city coords\n",
    "    roi_area_pts = am.remove_non_roi_points(roi_area_pts, city_name)\n",
    "    roi_area_pts = am.remove_ground_surface(roi_area_pts, city_name)\n",
    "    roi_area_pts = city_to_egovehicle_se3.inverse_transform_point_cloud(\n",
    "        roi_area_pts\n",
    "    )\n",
    "\n",
    "    driveable_area_pts = copy.deepcopy(roi_area_pts)\n",
    "    driveable_area_pts = city_to_egovehicle_se3.transform_point_cloud(\n",
    "        driveable_area_pts\n",
    "    )  # put into city coords\n",
    "    driveable_area_pts = am.remove_non_driveable_area_points(driveable_area_pts, city_name)\n",
    "    driveable_area_pts = city_to_egovehicle_se3.inverse_transform_point_cloud(\n",
    "        driveable_area_pts\n",
    "    )\n",
    "\n",
    "    roi_area_pts_hashable = map(tuple,roi_area_pts)\n",
    "    driveable_area_pts_hashable = map(tuple,driveable_area_pts)\n",
    "    non_driveable_area_pts = np.array(list(set(roi_area_pts_hashable) - set(driveable_area_pts_hashable)))\n",
    "\n",
    "    clustering_car = DBSCAN(eps=0.7, min_samples=15, leaf_size=15).fit(driveable_area_pts)\n",
    "    clustering_people = DBSCAN(eps=1, min_samples=5, leaf_size=15).fit(non_driveable_area_pts)\n",
    "\n",
    "    car_objects = get_objects(clustering_car,driveable_area_pts)\n",
    "    people_objects = get_objects(clustering_people,non_driveable_area_pts)\n",
    "\n",
    "    for idx in range(num_frames):\n",
    "        pose = argoverse_data.get_pose(idx)\n",
    "        labels = []\n",
    "        for xyz, track_id in car_objects:\n",
    "            #convert to the current frame coordinate\n",
    "            xyz = transform_xyz(xyz,city_to_egovehicle_se3,pose)\n",
    "            poly = get_polygon_from_points(xyz)\n",
    "            label = poly_to_label(poly, category=\"VEHICLE\",track_id=track_id.hex)\n",
    "            labels.append(label)\n",
    "        for xyz, track_id in people_objects:\n",
    "            #convert to the current frame coordinate\n",
    "            xyz = transform_xyz(xyz,city_to_egovehicle_se3,pose)\n",
    "            poly = get_polygon_from_points(xyz)\n",
    "            label = poly_to_label(poly, category=\"PEDESTRIAN\",track_id=track_id.hex)\n",
    "            labels.append(label)\n",
    "        save_label(argoverse_data,labels,idx)\n",
    "\n",
    "    print(f'found {len(car_objects)} cars, {len(people_objects)} pedestrians')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1cf38cbe-deec-3675-9313-d736e02d1b58: found 16 cars, 13 pedestrians\n",
      "1e5d7745-c7b3-31a0-ae57-c480fcaa220e: found 34 cars, 19 pedestrians\n",
      "5dc52355-0757-37c8-8d73-e930ee681de3: found 3 cars, 10 pedestrians\n",
      "0f0d7759-fa6e-3296-b528-6c862d061bdd: found 21 cars, 12 pedestrians\n",
      "21e37598-52d4-345c-8ef9-03ae19615d3d: found 14 cars, 12 pedestrians\n",
      "028d5cb1-f74d-366c-85ad-84fde69b0fd3: found 9 cars, 12 pedestrians\n",
      "55592286-d867-3c00-8db0-972810eab6d8: found 14 cars, 12 pedestrians\n",
      "6725b340-0cf9-326e-a243-631ffc768df2: found 35 cars, 29 pedestrians\n",
      "44c0f64b-ac03-3393-8485-76613e3c75f5: found 13 cars, 27 pedestrians\n",
      "b8365039-8cac-33ab-bf46-d4bd9e2639a6: found 19 cars, 16 pedestrians\n",
      "d06df374-0924-3adc-b6c1-707df8425582: found 13 cars, 21 pedestrians\n",
      "764abf69-c7a0-32c3-97f5-330de68e13af: found 7 cars, 15 pedestrians\n",
      "de6c96c4-f2b2-3f0f-9971-ed35f4118c1e: found 24 cars, 35 pedestrians\n",
      "c034ad9b-37a7-3508-9a00-7bde0f3be189: found 12 cars, 42 pedestrians\n",
      "a64c1df5-9ad2-3f9e-9117-83ef0f8f3072: found 17 cars, 20 pedestrians\n",
      "08aa8ed7-386d-373e-a56a-f01444a8d7e5: found 16 cars, 22 pedestrians\n",
      "c04e5e7e-d782-3cd4-853e-fbbb0e93456c: found 31 cars, 16 pedestrians\n",
      "673e200e-944d-3b40-a447-f83353bd85ed: found 13 cars, 20 pedestrians\n",
      "4518c79d-10fb-300e-83bb-6174d5b24a45: found 4 cars, 1 pedestrians\n",
      "9407efb5-5a87-30a9-b5f7-b517242f5a37: found 25 cars, 14 pedestrians\n",
      "7dd530ed-80d9-30b7-80a6-57e7d334f302: found 11 cars, 8 pedestrians\n",
      "79bd496e-1e0f-3ff9-941e-33394aae4d5b: found 18 cars, 25 pedestrians\n",
      "1b5c73a4-402b-3139-846f-11e74ba3faed: found 14 cars, 14 pedestrians\n",
      "4d027dc6-40ca-3f4a-ab88-3d8a4d8b29f6: found 10 cars, 7 pedestrians\n"
     ]
    }
   ],
   "source": [
    "for argoverse_data in argoverse_loader:\n",
    "    print(argoverse_data.current_log+': ',end=\"\")\n",
    "    tracking(argoverse_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a pretty naive baseline, but it's sufficient for demonstration. \n",
    "\n",
    "We also release the tracking baseline used in the paper here https://github.com/tracking_baseline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check Data Format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To check that the data is in the correct format, make sure you can visualize the labels in the following block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "argoverse_loader = ArgoverseTrackingLoader(data_dir)\n",
    "argoverse_data = argoverse_loader.get('9407efb5-5a87-30a9-b5f7-b517242f5a37')\n",
    "\n",
    "#argoverse_data = argoverse_loader[0]\n",
    "f3 = plt.figure(figsize=(15, 15))\n",
    "ax3 = f3.add_subplot(111, projection='3d')  \n",
    "idx=0 # current time frame\n",
    "viz_util.draw_point_cloud_trajectory(\n",
    "        ax3, \n",
    "        'Trajectory', \n",
    "        argoverse_data,idx,axes=[0, 1],xlim3d=(-15,15),ylim3d=(-15,15) # X and Y axes\n",
    "    )\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## generate submission file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this part, the goal is to show you how to package the results into a submission-ready file. Make sure that you have the labels in `[log_id]/per_sweep_annotations_amodal/` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "from argoverse.evaluation.competition_util import generate_tracking_zip\n",
    "\n",
    "output_dir = 'competition_files/'\n",
    "\n",
    "generate_tracking_zip(data_dir,output_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You are all set!! \n",
    "\n",
    "Simply upload `competition_files/argoverse_tracking.zip` to our evaluation server on https://evalai.cloudcv.org/ and see how well you did it"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
